{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from skimage.io import imread,imshow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = imread('Beer.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\awant\\Anaconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c510c12dd8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c510bcfc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(526, 793, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = img.reshape(-1,3)/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "kmeans = KMeans(n_clusters=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(417118, 3)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.26099905, 0.16429916, 0.10835554],\n",
       "       [0.8614042 , 0.75368265, 0.64995969],\n",
       "       [0.70422308, 0.45484741, 0.17901655]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_X = kmeans.cluster_centers_[kmeans.labels_]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = new_X.reshape(526, 793, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\awant\\Anaconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c512fbe160>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1c51305dd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
